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Back to the roots of data-driven dynamical system identification

Publications

A Recursive Algorithm to Compute a Numerical Basis of the Null Space of the Block Macaulay Matrix

Author(s): Vermeersch, Christof; De Moor, Bart
Published in: Proc. of the 29th ERNSI Workshop in System Identification (ERNSI21);, Issue 2021, 2021
Publisher: ERNSI

Multivariate Polynomials (with MacaulayLab) for Beginners

Author(s): Vermeersch, Christof; De Moor, Bart
Published in: Open Flanders AI Research Day, 2023/10/16 - 2023/10/16, 2023
Publisher: KU Leuven

Globally optimal least-squares misfit identification of multidimensional autonomous systems

Author(s): Vanpoucke, Lukas; De Moor, Bart
Published in: 30th ERNSI Workshop in System Identification (ERNSI 2022), 2022
Publisher: KU Leuven

Multiparameter eigenvalue problems

Author(s): De Moor, Bart
Published in: XXI Householder Symposium on Numerical Linear Algebra, Issue 2022-06;, 2022
Publisher: Householder Symposium on Numerical Linear Algebra

Globally optimal SISO H2-norm model reduction

Author(s): Lagauw S., De Moor B.
Published in: Poster Presentation: Selma Closing Event, 2022/06/14 - 2022/06/14, 2023
Publisher: KU Leuven

Using the (Block) Macaulay Matrix in the Chebyshev Polynomial Basis

Author(s): Vermeersch, Christof; De Moor, B
Published in: ERNSI 2023, 2023/09/24 - 2023/09/27,, 2023
Publisher: KU Leuven

About the Fundamental Subspaces of the Macaulay Matrix

Author(s): Christof Vermeersch, Bart De Moor
Published in: 6th Conference on Applied Algebraic Geometry (AG23),, 2023
Publisher: KU Leuven

Least squares optimal realisation of SISO LTI systems is an eigenvalue problem

Author(s): Lagauw, Sibren; De Moor, Bart
Published in: 30th ERNSI Workshop in System Identification (ERNSI22),, Issue 2022, 2022
Publisher: https://kuleuven.limo.libis.be/discovery/fulldisplay?docid=lirias4020036&context=SearchWebhook&vid=32KUL_KUL:Lirias&lang=en&search_scope=lirias_profile&adaptor=SearchWebhook&tab=LIRIAS&query=any,contains,LIRIAS4020036&offset=0

Misfit identification of autonomous multidimensional systems

Author(s): Vanpoucke, L ; De Moor, Bart
Published in: 41st Benelux Meeting on Systems and Control, 2022
Publisher: Meeting on Systems and Control

Least-squares globally optimal misfit modelling for SISO systems

Author(s): Lagauw, Sibren ; De Moor, Bart
Published in: 41st Benelux Meeting on Systems and Control, 2022
Publisher: Benelux meeting on Systems and Control

Globally optimal misfit identification of multidimensional difference equations

Author(s): Vanpoucke, Lukas; De Moor, Bart
Published in: 31st ERNSI Workshop in System Identification (ERNSI 23), Date: 2023/09/24 - 2023/09/27, 2023
Publisher: KU leuven

Connection Between DTLS as an MEVP and as a Riemannian SVD

Author(s): Viroux, Sem; De Moor, Bart
Published in: 42nd Benelux Meeting on Systems and Control, 2023
Publisher: KU Leuven

Exploring the Critical Values of Multivariate Polynomial Optimization Problems in System Identification Applications

Author(s): van Rooij, Hans; De Cock, Katrien; De Moor, Bart
Published in: 31st ERNSI Workshop in System Identification (ERNSI 23), 2023/09/24 - 2023/09/27, 2023
Publisher: KU Leuven

Exploiting Shift-Invariant Subspaces

Author(s): Vermeersch, C. ; De Cock, K. ; De Moor, B.
Published in: Poster presentation at the SeLMA Closing Event, Issue 2022, 2022
Publisher: KU Leuven

Globally optimal least-squares misfit identification of multidimensional autonomous systems

Author(s): Vanpoucke, Lukas; De Moor, Bart
Published in: Poster Presentation: Selma Closing Event, 2022/06/14 - 2022/06/14, 2022
Publisher: KU Leuven

About (Rectangular) Multiparameter Eigenvalue Problems

Author(s): Christof Vermeersch, Bart De Moor
Published in: 42nd Benelux Meeting on Systems and Control (BENELUX23), 2023
Publisher: KU Leuven

Subspace Methods for the Block Macaulay Matrix Framework

Author(s): De, Sarthak; Vermeersch, C; De Moor, Bart
Published in: 42nd Benelux Meeting on Systems and Control (BENELUX23), 2023
Publisher: KU Leuven

System Identification Problems as Multiparameter Eigenvalue Problems

Author(s): Christof Vermeersch, Bart De Moor
Published in: 30th ERNSI Workshop in System Identification (ERNSI 2022), 2022
Publisher: KU Leuven

A scalable ensemble approach to forecast the electricity consumption of households

Author(s): Lola Botman; Jonas Soenen; Konstantinos Theodorakos; Aras Yurtman; Jessa Bekker; Koen Vanthournout; Hendrik Blockeel; Bart De Moor; Jesus Lago
Published in: Ieee Transactions On Smart Grid;, 2022, ISSN 1949-3053
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsg.2022.3191399

System Architecture of a European Platform for Health Policy Decision Making: MIDAS

Author(s): Roberto ; Arrue, Monica ; Pita Costa, Joao ; Grobelnik, Marko ; Stopar, Luka ; Pajula, Juha ; Umer, Adil ; Poliwoda, Peter ; Wallace, Jonathan ; Carlin, Paul ; Paakkonen, Jarmo ; De Moor, Bart
Published in: Frontiers In Public Health, Issue 2022; Vol. 10, 2022, ISSN 2296-2565
Publisher: Frontiers Media
DOI: 10.3389/fpubh.2022.838438

Two Complementary Block Macaulay Matrix Algorithms to Solve Multiparameter Eigenvalue Problems

Author(s): Vermeersch, Christof; De Moor, Bart
Published in: Linear Algebra And Its Applications, Issue 2022; Vol. 654, 2022, Page(s) 177 - 209, ISSN 0024-3795
Publisher: Elsevier BV
DOI: 10.1016/j.laa.2022.08.014

Two Double Recursive Block Macaulay Matrix Algorithms to Solve Multiparameter Eigenvalue Problems

Author(s): Christof Vermeersch; Bart De Moor
Published in: IEEE Control Systems Letters, 2022, ISSN 2475-1456
Publisher: IEEE
DOI: 10.1109/lcsys.2022.3182632

Island Transpeciation: A Co-Evolutionary Neural Architecture Search, applied to country-scale air-quality forecasting

Author(s): Theodorakos, K. ; Agudelo Manozca, O. ; Schreurs, J. ; Suykens, J. ; De Moor, B.
Published in: IEEE Transactions On Evolutionary Computation, Issue 2022; Vol. 42; iss. 8, 2022, ISSN 1089-778X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tevc.2022.3189500

Correspondence-Aware Manifold Learning for Microscopic and Spatial Omics Imaging: A Novel Data Fusion Method Bringing Mass Spectrometry Imaging to a Cellular Resolution.

Author(s): Smets, Tina ; De Keyser, Tom ; Tousseyn, Thomas ; Waelkens, Etienne ; De Moor, B
Published in: Analytical Chemistry, Issue 2021; Vol. 93; iss. 7, 2021, Page(s) 3452 - 3460, ISSN 0003-2700
Publisher: American Chemical Society
DOI: 10.1021/acs.analchem.0c04759

An automated data cleaning method for Electronic Health Records by incorporating clinical knowledge

Author(s): Shi, Xi ; Prins, Charlotte ; Van Pottelbergh, Gijs ; Mamouris, Pavlos ; Vaes, Bert ; De Moor, Bart
Published in: Bmc Medical Informatics And Decision Making, Issue 2021; Vol. 21; iss. 1, 2021, ISSN 1472-6947
Publisher: BioMed Central
DOI: 10.1186/s12911-021-01630-7

Cepstral Identification of Autoregressive Systems

Author(s): Lauwers, Oliver ; Vermeersch, C ; De Moor, Bart
Published in: Automatica, Issue 2022; Vol. 139, 2022, ISSN 0005-1098
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.automatica.2022.110214

Globally Optimal SISO H<sub>2</sub>-Norm Model Reduction Using Walsh’s Theorem

Author(s): Sibren Lagauw; Oscar Mauricio Agudelo; Bart De Moor
Published in: IEEE Control Systems Letters, Issue 2023; Vol. 7;, 2023, Page(s) 1670 - 1675, ISSN 2475-1456
Publisher: IEEE
DOI: 10.1109/lcsys.2023.3276299

Multiparameter Eigenvalue Problems and Shift-invariance

Author(s): De Cock, Katrien ; De Moor, Bart
Published in: Special Issue: 24th International Symposium on Mathematical Theory of Networks and Systems (MTNS2020); 2021; Vol. 54; iss. 9; pp. 159 - 165, 2021, ISSN 2405-8963
Publisher: Elsevier
DOI: 10.1016/j.ifacol.2021.06.071

Recursive Algorithms to Update a Numerical Basis Matrix of the Null Space of the Block Row, (Banded) Block Toeplitz, and Block Macaulay Matrix

Author(s): Christof Vermeersch; Bart De Moor
Published in: SIAM Journal on Scientific Computing, Issue 2023; Vol. 45; iss. 2, 2023, Page(s) A596 - A620, ISSN 1064-8275
Publisher: Society for Industrial and Applied Mathematics
DOI: 10.1137/22m1495858

Spatiochemical characterization of the pancreas using mass spectrometry imaging and topological data analysis

Author(s): Derwae, H. ; Nijs, M. ; Geysels, A. ; Waelkens, E. ; De Moor, B.
Published in: Analytical Chemistry, Issue 2023; Vol. 95; iss. 28, 2023, ISSN 0003-2700
Publisher: American Chemical Society
DOI: 10.1021/acs.analchem.2c05606

Gradient boosted trees with individual explanations : an alternative to logistic regression for viability prediction in the first trimester of pregnancy.

Author(s): T. Vaulet; Maya Al-Memar; H. Fourie; Shabnam Bobdiwala; Srdjan Saso; Maria Pipi; Catriona Stalder; Phillip R. Bennett; Dirk Timmerman; Tom Bourne; Bart De Moor
Published in: Computer Methods and Programs in Biomedicine, Issue 2022; Vol. 213, 2022, ISSN 0169-2607
Publisher: Elsevier BV
DOI: 10.1016/j.cmpb.2021.106520

Data-driven derivation and validation of novel phenotypes for acute kidney transplant rejection using semi-supervised clustering

Author(s): Vaulet, Thibaut ; Divard, G ; Thaunat, O ; Lerut, E ; Senev, A ; Aubert, O ; Van Loon, E ; Callemeyn, J ; Van Craenenbroeck, A ; De Vusser, K ; Sprangers, B ; Rabeyrin, M ; Dubois, V ; Kuypers, D ; De Vos, M ; Loupy, A ; De Moor, B ; Naesens, M
Published in: Journal Of The American Society Of Nephrology;, Issue 2021; Vol. 32; iss. 3;, 2021, ISSN 1046-6673
Publisher: Lippincott Williams & Wilkins Ltd.
DOI: 10.1681/asn.2020101418

Decomposition-Residuals Neural Networks: Hybrid system identification applied to electricity demand forecasting

Author(s): Theodorakos, K ; Agudelo Manozca, Oscar ; Espinoza, Marcelo ; De Moor, Bart
Published in: IEEE Open Access Journal of Power and Energy, Issue 2022; Vol. 9, 2022, Page(s) 241 - 253, ISSN 2687-7910
Publisher: IEEE
DOI: 10.1109/oajpe.2022.3145520

Low-rank tensor recovery for Jacobian-based Volterra identification of parallel Wiener-Hammerstein systems

Author(s): Usevich, K; Dreesen, P ; Ishteva, M
Published in: IFAC-PapersOnLine, Issue 2021; Vol. 54; iss. 7, 2021, Page(s) 709 - 714, ISSN 2405-8963
Publisher: Elsevier
DOI: 10.1016/j.ifacol.2021.08.403

A Column Space Based Approach to Solve Systems of Multivariate Polynomial Equations

Author(s): Vermeersch, Christof ; De Moor, B
Published in: 24th International Symposium on Mathematical Theory of Networks and Systems (MTNS), 2021
Publisher: IFAC Secretariat
DOI: 10.1016/j.ifacol.2021.06.144

Data-driven simulation for NARX systems

Author(s): Mishra, V; Fazzi, A; Markovsky, I; Dreesen, P
Published in: Proceedings of 29th European Signal Processing Conference (EUSIPCO), Issue 2021, 2021, Page(s) 1055 - 1059, ISBN 978-9-0827-9706-0
Publisher: EURASIP
DOI: 10.23919/eusipco54536.2021.9616226

Globally Optimal H2-norm Model Order Reduction: A Numerical Linear Algebra Approach

Author(s): Agudelo Manozca, Oscar Mauricio ; Vermeersch, Christof ; De Moor, Bart
Published in: 24th International Symposium on Mathematical Theory of Networks and Systems (MTNS 2020),, Issue Special Issue: 24th International Symposium on Mathematical Theory of Networks and Systems; 2021; Vol. 54; iss. 9;, 2021, Page(s) pp. 564 - 571
Publisher: IFAC Secretariat
DOI: 10.1016/j.ifacol.2021.06.117

Parameter estimation of parallel Wiener-Hammerstein Systems by Decoupling their Volterra Representations

Author(s): Dreesen, Philippe; Ishteva, M
Published in: IFAC-PapersOnLine, Issue 2021; Vol. 54; iss. 7,, 2021, ISSN 2405-8963
Publisher: Elsevier Ltd
DOI: 10.1016/j.ifacol.2021.08.402

Multivariate Polynomial Optimization in Complex Variables Is a (Rectangular) Multiparameter Eigenvalue Problem

Author(s): Christof Vermeersch, Sibren Lagauw, Bart De Moor
Published in: Proc. Of the 62nd Conference on Decision and Control (CDC), 2023
Publisher: Conference on Decision and Control

Leverage Score Sampling for Complete Mode Coverage in Generative Adversarial Networks

Author(s): Schreurs, Joachim ; De Meulemeester, H ; Fanuel, M ; De Moor, B ; Suykens, J; Nicosia, G (Editor); Ojha, V (Editor); LaMalfa, E (Editor); LaMalfa, G (Editor); Jansen, G (Editor); Pardalos, PM (Editor); Giuffrida, G (Editor); Umeton, R (Editor)
Published in: Springer; Conference on Machine Learning, Optimization and Data Science (LOD 2021), 2021, ISBN 978-3-030-95469-7
Publisher: Springer
DOI: 10.1007/978-3-030-95470-3_35

Multimodal Deep Learning for Early Length of Stay Prediction using Patient Similarity Embeddings

Author(s): Vandenberghe, A. ; Wamba Momo, L. ; Scheltjens, V. ; De Moor, B.
Published in: Proc. of BNAIC/BeNeLearn, Issue 2022;, 2022
Publisher: KU Leuven

Duality in Multi-View Restricted Kernel Machines

Author(s): Achten, S. ; Pandey, A. ; De Meulemeester, H. ; De Moor, B. ; Suykens, J.
Published in: Proceedings of ICML, Issue 2023, 2023
Publisher: ICML

Data-driven chronic allograft phenotypes : A novel and validated complement for histologic assessment of kidney transplant biopsies'

Author(s): Theodorakos, Konstantinos; Agudelo Manozca, Oscar Maurico; Schreurs, J; Suykens, Johan; De Moor, Bart
Published in: Proceedings of BNAIC/BeNeLearn 2022, Issue 2022, 2022
Publisher: BeNeLearn

System Identification Problems as Multiparameter Eigenvalue Problems

Author(s): Vermeersch, C; De Moor, Bart
Published in: 30th ERNSI Workshop in System Identification (ERNSI 2022), Issue 2022, 2022
Publisher: KU Leuven

Globally optimal SISO H2-norm model reduction

Author(s): Lagauw, Sibren; De Moor, Bart
Published in: 42nd Benelux Meeting on Systems and Control, 2023/03/21 - 2023/03/23,, 2023
Publisher: KU Leuven

Two-dimensional descriptor systems

Author(s): Vergauwen, Bob ; De Moor, Bart
Published in: 24th International Symposium on Mathematical Theory of Networks and Systems (MTNS), 2021
Publisher: IFAC Secretariat
DOI: 10.1016/j.ifacol.2021.06.070

Recurrent Restricted Kernel Machines for Time-series Forecasting

Author(s): Pandey, A; De Meulemeester, H; De Plaen, H; De Moor, B; Suykens, Johan
Published in: Proceedings of ESANN 2022, Issue 2022;, 2022
Publisher: ESANN

The (Block) Macaulay Matrix: Solving Systems of Multivariate Polynomial Equations and Multiparameter Eigenvalue Problems

Author(s): Christof Vermeersch
Published in: 2023
Publisher: KU Leuven

The Bures Metric for Generative Adversarial Networks

Author(s): De Meulemeester, Hannes; Schreurs, Joachim; Fanuel, Michaël; De Moor, Bart; Suykens, Johan A. K.
Published in: Lecture Notes in Computer Science - Machine Learning and Knowledge Discovery in Databases. Research Track, Issue 9, 2021
Publisher: Springer Verlag
DOI: 10.48550/arxiv.2006.09096

Solving Systems of Polynomial Equations - A Tensor Approach

Author(s): Ishteva, M; Dreesen, P
Published in: Lecture Notes in Computer Science, Issue 2022; Vol. 13127, 2021, Page(s) 333 - 341, ISBN 978-3-030-97548-7
Publisher: Springer
DOI: 10.1007/978-3-030-97549-4_38

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